{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Y-Ybar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optiland.analysis import YYbar\n",
    "from optiland.samples.objectives import PetzvalLens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lens = PetzvalLens()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lens.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yybar = YYbar(lens)\n",
    "yybar.view()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
